Michvi conducts independent signal integrity and privacy assessments through a
strictly read-only, advisory engagement model.
Our approach is designed for leadership teams who need clarity on
system behavior, compliance posture, and measurement reliability —
without deploying tools, modifying configurations, or accessing customer data.
Discovery
We begin by understanding business intent, regulatory context, and leadership measurement expectations.
This phase focuses on defining platform scope, data surfaces, regulatory exposure (GDPR / DPDP / AI governance), and the key questions leadership is seeking to answer.
The objective is to establish clear boundaries, risk context, and priorities before any system observation begins.
Read-Only Observation
We observe analytics, consent behavior, and platform interactions in a strictly read-only manner across tags, platforms, and reporting layers.
No tools are deployed.
No configurations are altered.
No production systems are touched.
This phase is designed to identify silent failures, false
positives, measurement gaps, and compliance drift —
without introducing operational or legal risk.
Advisory Briefing
Findings are evaluated in business, regulatory, and operational
context — not in isolation or tool-specific silos.
Insights are synthesized into executive-level observations
focused on signal reliability, compliance exposure, and
governance risk.
All outcomes are advisory-only, designed to
support leadership decision-making without deploying fixes,
accessing customer data, or modifying live systems.
All engagements are advisory, read-only, and delivered without deploying tools
or modifying client systems.